Stochastic Global Optimization and Its Applications with Fuzzy Adaptive Simulated Annealing

Author:   Hime Aguiar e Oliveira Junior ,  Lester Ingber ,  Antonio Petraglia ,  Mariane Rembold Petraglia
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Volume:   35
ISBN:  

9783642433436


Pages:   207
Publication Date:   22 February 2014
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
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Stochastic Global Optimization and Its Applications with Fuzzy Adaptive Simulated Annealing


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Overview

Stochastic global optimization is a very important subject, that has applications in virtually all areas of science and technology. Therefore there is nothing more opportune than writing a book about a successful and mature algorithm that turned out to be a good tool in solving difficult problems. Here we present some techniques for solving  several problems by means of Fuzzy Adaptive Simulated Annealing (Fuzzy ASA), a fuzzy-controlled version of ASA, and by ASA itself. ASA is a sophisticated global optimization algorithm that is based upon ideas of the simulated annealing paradigm, coded in the C programming language and developed to statistically find the best global fit of a nonlinear constrained, non-convex cost function over a multi-dimensional space. By presenting detailed examples of its application we want to stimulate the reader’s intuition and make the use of Fuzzy ASA (or regular ASA) easier for everyone wishing to use these tools to solve problems. We kept formal mathematical requirements to a minimum and focused on continuous problems, although ASA is able to handle discrete optimization tasks as well. This book can be used by researchers and practitioners in engineering and industry, in courses on optimization for advanced undergraduate and graduate levels, and also for self-study.

Full Product Details

Author:   Hime Aguiar e Oliveira Junior ,  Lester Ingber ,  Antonio Petraglia ,  Mariane Rembold Petraglia
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Volume:   35
Dimensions:   Width: 15.50cm , Height: 1.30cm , Length: 23.50cm
Weight:   0.343kg
ISBN:  

9783642433436


ISBN 10:   364243343
Pages:   207
Publication Date:   22 February 2014
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Global optimization and its applications .- Heuristic methods.- Fuzzy adaptive simulated annealing.- Unconstrained optimization.- Constrained optimization.- Applications to signal processing.- Fuzzy modeling with fuzzy adaptive simulated annealing.- Statistical estimation and global optimization.- Nonlinear equation solving.- Space-filling curves and fuzzy ASA.- Epilogue.

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